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Spatial continuity of neurons explains non-random network architecture
Reimann, M Egas Santander, D Kanari, L Barros-Zulaica, N iScience volume 29 issue 6 116144-116144 (01 Jun 2026)

Our recent CDT alumna Milena Vuletic has been awarded  the 6th PLEXUS Award for AI in the Financial Sector for her DPhil thesis on Multi-asset financial markets: mathematical modelling and data-driven approaches.

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Fri, 16 Oct 2026

11:00 - 12:00
L4

Emergent phenomena in protein complexes out of equilibrium: from topologically-protected states to computation

Dr Jaime Agudo-Canalejo
(Dept of Physics & Astronomy UCL)
Abstract
Protein complexes, typically made up of a small number of identical subunits, are very common in biology. These subunits can additionally undergo post-translational modifications, such as phosphorylation and dephosphorylation, resulting in a high dimensional state space for the protein complex. Importantly, such modifications are catalyzed by enzymes that are driven out of equilibrium by the consumption of a fuel such as ATP. I will discuss, from a theoretical perspective, how very simple enzyme-catalyzed operations at the single subunit level can result in emergent behaviour at the level of the entire protein complex. First, I will discuss how topologically-protected edge currents emerge and become enhanced in arbitrarily high-dimensional stochastic systems representing the state of the complex, extending previous results for two-dimensional stochastic systems [1]. Second, I will discuss how enzymes that act on a subunit in a context-dependent manner provide a molecular implementation of stochastic cellular automata,  that can be exploited to engineer molecular-scale computing devices, such as an error-tolerant memory or a finite-state machine [2].
 
[1] E. Tang, J. Agudo-Canalejo, and R. Golestanian, Phys. Rev. X 11, 031015 (2021)
[2] J. Kocka, K. Husain, and J. Agudo-Canalejo, PRX Life 4, 013036 (2026)
Interest Rate Models in Decentralised Lending Protocols
COHEN, S SANCHEZ BETANCOURT, L Szpruch, L Digital Finance
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